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Lecture 2 - Notation
Bing Li
Chapter 1 in “Pattern Recognition and Machine Learning” by Christopher Bishop available free at https://github.com/peteflorence/
Chapter 2 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
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Lecture 3 - Classic Machine Learning
Bing Li
Chapters 3, 4, 7 in “Pattern Recognition and Machine Learning” by Christopher Bishop available free at https://github.com/peteflorence/
Chapter 3 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
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Lecture 4 - Unsupervised learning
Bing Li
Chapter 9, 12 in “Pattern Recognition and Machine Learning” by Christopher Bishop available free at https://github.com/peteflorence/
Chapter 9 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
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Lecture 6 - Neural Networks
Bing Li
Chapter 5 in “Pattern Recognition and Machine Learning” by Christopher Bishop available free at https://github.com/peteflorence/
Chapter 6 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
Chapter 1 in “Neural Networks and Deep Learning” by Michael Nielsen available free at http://neuralnetworksanddeeplearning.com
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Lecture 7 - Convolutional Neural Networks
Bing Li
Chapter 5.5.6 in “Pattern Recognition and Machine Learning” by Christopher Bishop available free at https://github.com/peteflorence/
Chapter 6 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
Chapter 6 in “Neural Networks and Deep Learning” by Michael Nielsen available free at http://neuralnetworksanddeeplearning.com
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Lecture 8 - Recurrent Neural Networks
Bing Li
Chapter 6 in “The Hundred-Page Machine Learning Book” by Andriy Burkov
Chapter 6 in “Neural Networks and Deep Learning” by Michael Nielsen available free at http://neuralnetworksanddeeplearning.com
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